The paper claims a dual-space graph-transformer model transfers antonym versus synonym distinction across eight languages, but the evidence provided is incomplete and mostly lacks multilingual baselines.
1 arXiv:2508.15792v3 [cs.CL] 25 Oct 2025
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Task Offloading and Resource Allocation for MEC-assisted Consumer Internet of Vehicle Systems
The paper claims a dual-space graph-transformer model transfers antonym versus synonym distinction across eight languages, but the evidence provided is incomplete and mostly lacks multilingual baselines.